Overview
Brought to you by YData
Dataset statistics
| Number of variables | 36 |
|---|---|
| Number of observations | 121856 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 4615 |
| Duplicate rows (%) | 3.8% |
| Total size in memory | 92.9 MiB |
| Average record size in memory | 799.8 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 19 |
| Boolean | 2 |
| Text | 1 |
Mobile_Tag has constant value "1" | Constant |
Homephone_Tag has constant value "0" | Constant |
Cleint_City_Rating has constant value "2.0" | Constant |
| Dataset has 4615 (3.8%) duplicate rows | Duplicates |
Age_Days is highly overall correlated with Employed_Days | High correlation |
Child_Count is highly overall correlated with Client_Family_Members | High correlation |
Client_Family_Members is highly overall correlated with Child_Count and 1 other fields | High correlation |
Client_Marital_Status is highly overall correlated with Client_Family_Members | High correlation |
Credit_Amount is highly overall correlated with Loan_Annuity | High correlation |
Employed_Days is highly overall correlated with Age_Days | High correlation |
Loan_Annuity is highly overall correlated with Credit_Amount | High correlation |
Accompany_Client is highly imbalanced (66.6%) | Imbalance |
Client_Education is highly imbalanced (53.6%) | Imbalance |
Loan_Contract_Type is highly imbalanced (56.0%) | Imbalance |
Client_Housing_Type is highly imbalanced (72.8%) | Imbalance |
Client_Permanent_Match_Tag is highly imbalanced (60.8%) | Imbalance |
Default is highly imbalanced (59.5%) | Imbalance |
Application_Process_Day has 6287 (5.2%) zeros | Zeros |
Phone_Change has 14555 (11.9%) zeros | Zeros |
Credit_Bureau has 28003 (23.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-06-22 13:40:58.156705 |
|---|---|
| Analysis finished | 2025-06-22 13:41:28.629384 |
| Duration | 30.47 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Client_Income
Real number (ℝ)
| Distinct | 1050 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16205.608 |
| Minimum | 2565 |
|---|---|
| Maximum | 33750 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 2565 |
|---|---|
| 5-th percentile | 6750 |
| Q1 | 11250 |
| median | 14400 |
| Q3 | 20250 |
| 95-th percentile | 33300 |
| Maximum | 33750 |
| Range | 31185 |
| Interquartile range (IQR) | 9000 |
Descriptive statistics
| Standard deviation | 7233.5882 |
|---|---|
| Coefficient of variation (CV) | 0.44636327 |
| Kurtosis | 0.067236525 |
| Mean | 16205.608 |
| Median Absolute Deviation (MAD) | 4050 |
| Skewness | 0.8165309 |
| Sum | 1.9747506 × 109 |
| Variance | 52324798 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13500 | 13717 | 11.3% |
| 11250 | 11940 | 9.8% |
| 15750 | 10146 | 8.3% |
| 18000 | 9514 | 7.8% |
| 9000 | 8705 | 7.1% |
| 22500 | 7975 | 6.5% |
| 20250 | 6309 | 5.2% |
| 33750 | 6086 | 5.0% |
| 14400 | 4833 | 4.0% |
| 6750 | 4190 | 3.4% |
| Other values (1040) | 38441 |
| Value | Count | Frequency (%) |
| 2565 | 1 | < 0.1% |
| 2610 | 1 | < 0.1% |
| 2646 | 1 | < 0.1% |
| 2700 | 25 | |
| 2790 | 5 | < 0.1% |
| 2835 | 3 | < 0.1% |
| 2840.4 | 1 | < 0.1% |
| 2857.5 | 2 | < 0.1% |
| 2872.35 | 1 | < 0.1% |
| 2880 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 33750 | 6086 | |
| 33300 | 29 | < 0.1% |
| 32850 | 38 | < 0.1% |
| 32731.65 | 1 | < 0.1% |
| 32625 | 1 | < 0.1% |
| 32580 | 1 | < 0.1% |
| 32480.55 | 1 | < 0.1% |
| 32400 | 61 | 0.1% |
| 32396.85 | 1 | < 0.1% |
| 32265 | 1 | < 0.1% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 81305 | |
| 1.0 | 40551 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 81305 | |
| 1.0 | 40551 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 203161 | |
| . | 121856 | |
| 1 | 40551 | 11.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 203161 | |
| . | 121856 | |
| 1 | 40551 | 11.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 203161 | |
| . | 121856 | |
| 1 | 40551 | 11.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 203161 | |
| . | 121856 | |
| 1 | 40551 | 11.1% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 82572 | |
| 1.0 | 39284 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 82572 | |
| 1.0 | 39284 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 204428 | |
| . | 121856 | |
| 1 | 39284 | 10.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 204428 | |
| . | 121856 | |
| 1 | 39284 | 10.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 204428 | |
| . | 121856 | |
| 1 | 39284 | 10.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 204428 | |
| . | 121856 | |
| 1 | 39284 | 10.7% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 62843 | |
| 1.0 | 59013 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 62843 | |
| 1.0 | 59013 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 184699 | |
| . | 121856 | |
| 1 | 59013 | 16.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 184699 | |
| . | 121856 | |
| 1 | 59013 | 16.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 184699 | |
| . | 121856 | |
| 1 | 59013 | 16.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 184699 | |
| . | 121856 | |
| 1 | 59013 | 16.1% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 85459 | |
| 0.0 | 36397 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 85459 | |
| 0.0 | 36397 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 158253 | |
| . | 121856 | |
| 1 | 85459 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 158253 | |
| . | 121856 | |
| 1 | 85459 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 158253 | |
| . | 121856 | |
| 1 | 85459 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 158253 | |
| . | 121856 | |
| 1 | 85459 |
Child_Count
Categorical
High correlation 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.0 MiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | |
| 2.5 | 1659 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 86472 | |
| 1.0 | 23431 | 19.2% |
| 2.0 | 10294 | 8.4% |
| 2.5 | 1659 | 1.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 86472 | |
| 1.0 | 23431 | 19.2% |
| 2.0 | 10294 | 8.4% |
| 2.5 | 1659 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 206669 | |
| . | 121856 | |
| 1 | 23431 | 6.4% |
| 2 | 11953 | 3.3% |
| 5 | 1659 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 206669 | |
| . | 121856 | |
| 1 | 23431 | 6.4% |
| 2 | 11953 | 3.3% |
| 5 | 1659 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 206669 | |
| . | 121856 | |
| 1 | 23431 | 6.4% |
| 2 | 11953 | 3.3% |
| 5 | 1659 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 206669 | |
| . | 121856 | |
| 1 | 23431 | 6.4% |
| 2 | 11953 | 3.3% |
| 5 | 1659 | 0.5% |
Credit_Amount
Real number (ℝ)
High correlation 
| Distinct | 3794 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59125.546 |
| Minimum | 4500 |
|---|---|
| Maximum | 160987.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 4500 |
|---|---|
| 5-th percentile | 14220 |
| Q1 | 27450 |
| median | 51750 |
| Q3 | 80865 |
| 95-th percentile | 135000 |
| Maximum | 160987.5 |
| Range | 156487.5 |
| Interquartile range (IQR) | 53415 |
Descriptive statistics
| Standard deviation | 37532.095 |
|---|---|
| Coefficient of variation (CV) | 0.63478644 |
| Kurtosis | 0.15338426 |
| Mean | 59125.546 |
| Median Absolute Deviation (MAD) | 24750 |
| Skewness | 0.90531368 |
| Sum | 7.2048025 × 109 |
| Variance | 1.4086581 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51750 | 3744 | 3.1% |
| 45000 | 3733 | 3.1% |
| 67500 | 3450 | 2.8% |
| 22500 | 3127 | 2.6% |
| 18000 | 2761 | 2.3% |
| 27000 | 2748 | 2.3% |
| 160987.5 | 2599 | 2.1% |
| 90000 | 2366 | 1.9% |
| 25470 | 1759 | 1.4% |
| 54504 | 1726 | 1.4% |
| Other values (3784) | 93843 |
| Value | Count | Frequency (%) |
| 4500 | 76 | |
| 4797 | 77 | |
| 4945.5 | 10 | < 0.1% |
| 4950 | 13 | < 0.1% |
| 4975.2 | 23 | < 0.1% |
| 5094 | 160 | |
| 5212.8 | 30 | < 0.1% |
| 5276.7 | 10 | < 0.1% |
| 5391 | 22 | < 0.1% |
| 5400 | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| 160987.5 | 2599 | |
| 160927.2 | 5 | < 0.1% |
| 160786.8 | 1 | < 0.1% |
| 160741.8 | 1 | < 0.1% |
| 160603.65 | 2 | < 0.1% |
| 160531.2 | 2 | < 0.1% |
| 160200 | 3 | < 0.1% |
| 160100.1 | 3 | < 0.1% |
| 160033.05 | 4 | < 0.1% |
| 159777.9 | 1 | < 0.1% |
Loan_Annuity
Real number (ℝ)
High correlation 
| Distinct | 9743 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2676.7858 |
| Minimum | 217.35 |
|---|---|
| Maximum | 5988.6562 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 217.35 |
|---|---|
| 5-th percentile | 900 |
| Q1 | 1687.5 |
| median | 2499.75 |
| Q3 | 3407.9625 |
| 95-th percentile | 5324.85 |
| Maximum | 5988.6562 |
| Range | 5771.3062 |
| Interquartile range (IQR) | 1720.4625 |
Descriptive statistics
| Standard deviation | 1293.9121 |
|---|---|
| Coefficient of variation (CV) | 0.48338274 |
| Kurtosis | -0.016443914 |
| Mean | 2676.7858 |
| Median Absolute Deviation (MAD) | 841.05 |
| Skewness | 0.69186522 |
| Sum | 3.2618242 × 108 |
| Variance | 1674208.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2499.75 | 4857 | 4.0% |
| 5988.65625 | 3220 | 2.6% |
| 900 | 2370 | 1.9% |
| 1350 | 2091 | 1.7% |
| 675 | 845 | 0.7% |
| 1012.5 | 774 | 0.6% |
| 3780 | 621 | 0.5% |
| 2621.7 | 570 | 0.5% |
| 1125 | 566 | 0.5% |
| 1237.5 | 487 | 0.4% |
| Other values (9733) | 105455 |
| Value | Count | Frequency (%) |
| 217.35 | 2 | |
| 218.7 | 2 | |
| 229.5 | 1 | |
| 241.2 | 2 | |
| 258.3 | 1 | |
| 259.65 | 1 | |
| 260.55 | 2 | |
| 274.95 | 1 | |
| 275.4 | 2 | |
| 284.4 | 1 |
| Value | Count | Frequency (%) |
| 5988.65625 | 3220 | |
| 5988.15 | 3 | < 0.1% |
| 5985.45 | 2 | < 0.1% |
| 5985 | 2 | < 0.1% |
| 5984.55 | 1 | < 0.1% |
| 5982.3 | 1 | < 0.1% |
| 5980.5 | 1 | < 0.1% |
| 5978.7 | 3 | < 0.1% |
| 5977.8 | 1 | < 0.1% |
| 5977.35 | 4 | < 0.1% |
Accompany_Client
Categorical
Imbalance 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.3 MiB |
| Alone | |
|---|---|
| Relative | |
| Partner | 4516 |
| Kids | 1334 |
| Others | 987 |
| Other values (2) | 116 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.4586807 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Alone |
|---|---|
| 2nd row | Alone |
| 3rd row | Alone |
| 4th row | Alone |
| 5th row | Alone |
Common Values
| Value | Count | Frequency (%) |
| Alone | 99155 | |
| Relative | 15748 | 12.9% |
| Partner | 4516 | 3.7% |
| Kids | 1334 | 1.1% |
| Others | 987 | 0.8% |
| Group | 104 | 0.1% |
| ## | 12 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| alone | 99155 | |
| relative | 15748 | 12.9% |
| partner | 4516 | 3.7% |
| kids | 1334 | 1.1% |
| others | 987 | 0.8% |
| group | 104 | 0.1% |
| 12 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 136154 | |
| l | 114903 | |
| n | 103671 | |
| o | 99259 | |
| A | 99155 | |
| t | 21251 | 3.2% |
| a | 20264 | 3.0% |
| i | 17082 | 2.6% |
| R | 15748 | 2.4% |
| v | 15748 | 2.4% |
| Other values (11) | 21938 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 665173 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 136154 | |
| l | 114903 | |
| n | 103671 | |
| o | 99259 | |
| A | 99155 | |
| t | 21251 | 3.2% |
| a | 20264 | 3.0% |
| i | 17082 | 2.6% |
| R | 15748 | 2.4% |
| v | 15748 | 2.4% |
| Other values (11) | 21938 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 665173 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 136154 | |
| l | 114903 | |
| n | 103671 | |
| o | 99259 | |
| A | 99155 | |
| t | 21251 | 3.2% |
| a | 20264 | 3.0% |
| i | 17082 | 2.6% |
| R | 15748 | 2.4% |
| v | 15748 | 2.4% |
| Other values (11) | 21938 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 665173 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 136154 | |
| l | 114903 | |
| n | 103671 | |
| o | 99259 | |
| A | 99155 | |
| t | 21251 | 3.2% |
| a | 20264 | 3.0% |
| i | 17082 | 2.6% |
| R | 15748 | 2.4% |
| v | 15748 | 2.4% |
| Other values (11) | 21938 | 3.3% |
Client_Income_Type
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| Service | |
|---|---|
| Commercial | |
| Retired | |
| Govt Job | |
| Student | 8 |
| Other values (3) | 9 |
Length
| Max length | 15 |
|---|---|
| Median length | 7 |
| Mean length | 7.7519777 |
| Min length | 7 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Commercial |
|---|---|
| 2nd row | Service |
| 3rd row | Service |
| 4th row | Retired |
| 5th row | Commercial |
Common Values
| Value | Count | Frequency (%) |
| Service | 64729 | |
| Commercial | 27764 | |
| Retired | 21043 | 17.3% |
| Govt Job | 8303 | 6.8% |
| Student | 8 | < 0.1% |
| Unemployed | 6 | < 0.1% |
| Maternity leave | 2 | < 0.1% |
| Businessman | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| service | 64729 | |
| commercial | 27764 | |
| retired | 21043 | 16.2% |
| govt | 8303 | 6.4% |
| job | 8303 | 6.4% |
| student | 8 | < 0.1% |
| unemployed | 6 | < 0.1% |
| maternity | 2 | < 0.1% |
| leave | 2 | < 0.1% |
| businessman | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 199335 | |
| i | 113539 | |
| r | 113538 | |
| c | 92493 | |
| v | 73034 | 7.7% |
| S | 64737 | 6.9% |
| m | 55535 | 5.9% |
| o | 44376 | 4.7% |
| t | 29366 | 3.1% |
| l | 27772 | 2.9% |
| Other values (16) | 130900 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 944625 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 199335 | |
| i | 113539 | |
| r | 113538 | |
| c | 92493 | |
| v | 73034 | 7.7% |
| S | 64737 | 6.9% |
| m | 55535 | 5.9% |
| o | 44376 | 4.7% |
| t | 29366 | 3.1% |
| l | 27772 | 2.9% |
| Other values (16) | 130900 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 944625 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 199335 | |
| i | 113539 | |
| r | 113538 | |
| c | 92493 | |
| v | 73034 | 7.7% |
| S | 64737 | 6.9% |
| m | 55535 | 5.9% |
| o | 44376 | 4.7% |
| t | 29366 | 3.1% |
| l | 27772 | 2.9% |
| Other values (16) | 130900 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 944625 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 199335 | |
| i | 113539 | |
| r | 113538 | |
| c | 92493 | |
| v | 73034 | 7.7% |
| S | 64737 | 6.9% |
| m | 55535 | 5.9% |
| o | 44376 | 4.7% |
| t | 29366 | 3.1% |
| l | 27772 | 2.9% |
| Other values (16) | 130900 |
Client_Education
Categorical
Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| Secondary | |
|---|---|
| Graduation | |
| Graduation dropout | 3960 |
| Junior secondary | 1455 |
| Post Grad | 66 |
Length
| Max length | 18 |
|---|---|
| Median length | 9 |
| Mean length | 9.6125591 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Secondary |
|---|---|
| 2nd row | Graduation |
| 3rd row | Graduation dropout |
| 4th row | Secondary |
| 5th row | Secondary |
Common Values
| Value | Count | Frequency (%) |
| Secondary | 87556 | |
| Graduation | 28819 | 23.7% |
| Graduation dropout | 3960 | 3.2% |
| Junior secondary | 1455 | 1.2% |
| Post Grad | 66 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| secondary | 89011 | |
| graduation | 32779 | 25.7% |
| dropout | 3960 | 3.1% |
| junior | 1455 | 1.1% |
| post | 66 | 0.1% |
| grad | 66 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 154635 | |
| o | 131231 | |
| r | 127271 | |
| d | 125816 | |
| n | 123245 | |
| e | 89011 | |
| y | 89011 | |
| c | 89011 | |
| S | 87556 | |
| u | 38194 | 3.3% |
| Other values (8) | 116367 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1171348 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 154635 | |
| o | 131231 | |
| r | 127271 | |
| d | 125816 | |
| n | 123245 | |
| e | 89011 | |
| y | 89011 | |
| c | 89011 | |
| S | 87556 | |
| u | 38194 | 3.3% |
| Other values (8) | 116367 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1171348 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 154635 | |
| o | 131231 | |
| r | 127271 | |
| d | 125816 | |
| n | 123245 | |
| e | 89011 | |
| y | 89011 | |
| c | 89011 | |
| S | 87556 | |
| u | 38194 | 3.3% |
| Other values (8) | 116367 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1171348 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 154635 | |
| o | 131231 | |
| r | 127271 | |
| d | 125816 | |
| n | 123245 | |
| e | 89011 | |
| y | 89011 | |
| c | 89011 | |
| S | 87556 | |
| u | 38194 | 3.3% |
| Other values (8) | 116367 |
Client_Marital_Status
Categorical
High correlation 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 MiB |
| M | |
|---|---|
| S | |
| D | 7556 |
| W | 6074 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | M |
| 3rd row | W |
| 4th row | M |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| M | 90822 | |
| S | 17404 | 14.3% |
| D | 7556 | 6.2% |
| W | 6074 | 5.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 90822 | |
| s | 17404 | 14.3% |
| d | 7556 | 6.2% |
| w | 6074 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 90822 | |
| S | 17404 | 14.3% |
| D | 7556 | 6.2% |
| W | 6074 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 90822 | |
| S | 17404 | 14.3% |
| D | 7556 | 6.2% |
| W | 6074 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 90822 | |
| S | 17404 | 14.3% |
| D | 7556 | 6.2% |
| W | 6074 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 90822 | |
| S | 17404 | 14.3% |
| D | 7556 | 6.2% |
| W | 6074 | 5.0% |
Client_Gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.2 MiB |
| Male | |
|---|---|
| Female | |
| XNA | 3 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.6725233 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 80876 | |
| Female | 40977 | |
| XNA | 3 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 80876 | |
| female | 40977 | |
| xna | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 162830 | |
| l | 121853 | |
| a | 121853 | |
| M | 80876 | |
| F | 40977 | 7.2% |
| m | 40977 | 7.2% |
| X | 3 | < 0.1% |
| N | 3 | < 0.1% |
| A | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 569375 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 162830 | |
| l | 121853 | |
| a | 121853 | |
| M | 80876 | |
| F | 40977 | 7.2% |
| m | 40977 | 7.2% |
| X | 3 | < 0.1% |
| N | 3 | < 0.1% |
| A | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 569375 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 162830 | |
| l | 121853 | |
| a | 121853 | |
| M | 80876 | |
| F | 40977 | 7.2% |
| m | 40977 | 7.2% |
| X | 3 | < 0.1% |
| N | 3 | < 0.1% |
| A | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 569375 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 162830 | |
| l | 121853 | |
| a | 121853 | |
| M | 80876 | |
| F | 40977 | 7.2% |
| m | 40977 | 7.2% |
| X | 3 | < 0.1% |
| N | 3 | < 0.1% |
| A | 3 | < 0.1% |
Loan_Contract_Type
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 MiB |
| CL | |
|---|---|
| RL |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CL |
|---|---|
| 2nd row | CL |
| 3rd row | CL |
| 4th row | CL |
| 5th row | CL |
Common Values
| Value | Count | Frequency (%) |
| CL | 110769 | |
| RL | 11087 | 9.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| cl | 110769 | |
| rl | 11087 | 9.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 121856 | |
| C | 110769 | |
| R | 11087 | 4.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 243712 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 121856 | |
| C | 110769 | |
| R | 11087 | 4.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 243712 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 121856 | |
| C | 110769 | |
| R | 11087 | 4.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 243712 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 121856 | |
| C | 110769 | |
| R | 11087 | 4.5% |
Client_Housing_Type
Categorical
Imbalance 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.2 MiB |
| Home | |
|---|---|
| Family | 5783 |
| Municipal | 4248 |
| Rental | 1816 |
| Office | 1002 |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.3228565 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Home |
|---|---|
| 2nd row | Home |
| 3rd row | Family |
| 4th row | Home |
| 5th row | Home |
Common Values
| Value | Count | Frequency (%) |
| Home | 108557 | |
| Family | 5783 | 4.7% |
| Municipal | 4248 | 3.5% |
| Rental | 1816 | 1.5% |
| Office | 1002 | 0.8% |
| Shared | 450 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| home | 108557 | |
| family | 5783 | 4.7% |
| municipal | 4248 | 3.5% |
| rental | 1816 | 1.5% |
| office | 1002 | 0.8% |
| shared | 450 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 114340 | |
| e | 111825 | |
| o | 108557 | |
| H | 108557 | |
| i | 15281 | 2.9% |
| a | 12297 | 2.3% |
| l | 11847 | 2.2% |
| n | 6064 | 1.2% |
| F | 5783 | 1.1% |
| y | 5783 | 1.1% |
| Other values (12) | 26432 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 526766 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| m | 114340 | |
| e | 111825 | |
| o | 108557 | |
| H | 108557 | |
| i | 15281 | 2.9% |
| a | 12297 | 2.3% |
| l | 11847 | 2.2% |
| n | 6064 | 1.2% |
| F | 5783 | 1.1% |
| y | 5783 | 1.1% |
| Other values (12) | 26432 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 526766 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| m | 114340 | |
| e | 111825 | |
| o | 108557 | |
| H | 108557 | |
| i | 15281 | 2.9% |
| a | 12297 | 2.3% |
| l | 11847 | 2.2% |
| n | 6064 | 1.2% |
| F | 5783 | 1.1% |
| y | 5783 | 1.1% |
| Other values (12) | 26432 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 526766 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| m | 114340 | |
| e | 111825 | |
| o | 108557 | |
| H | 108557 | |
| i | 15281 | 2.9% |
| a | 12297 | 2.3% |
| l | 11847 | 2.2% |
| n | 6064 | 1.2% |
| F | 5783 | 1.1% |
| y | 5783 | 1.1% |
| Other values (12) | 26432 | 5.0% |
Population_Region_Relative
Real number (ℝ)
| Distinct | 80 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.020227247 |
| Minimum | 0.000533 |
|---|---|
| Maximum | 0.050932 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0.000533 |
|---|---|
| 5-th percentile | 0.005002 |
| Q1 | 0.010032 |
| median | 0.01885 |
| Q3 | 0.026392 |
| 95-th percentile | 0.04622 |
| Maximum | 0.050932 |
| Range | 0.050399 |
| Interquartile range (IQR) | 0.01636 |
Descriptive statistics
| Standard deviation | 0.011752793 |
|---|---|
| Coefficient of variation (CV) | 0.58103773 |
| Kurtosis | 0.042213531 |
| Mean | 0.020227247 |
| Median Absolute Deviation (MAD) | 0.008818 |
| Skewness | 0.71691018 |
| Sum | 2464.8114 |
| Variance | 0.00013812815 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01885 | 7813 | 6.4% |
| 0.035792 | 6267 | 5.1% |
| 0.04622 | 5117 | 4.2% |
| 0.030755 | 4639 | 3.8% |
| 0.025164 | 4516 | 3.7% |
| 0.026392 | 4330 | 3.6% |
| 0.031329 | 4257 | 3.5% |
| 0.028663 | 4227 | 3.5% |
| 0.019101 | 3314 | 2.7% |
| 0.050932 | 3305 | 2.7% |
| Other values (70) | 74071 |
| Value | Count | Frequency (%) |
| 0.000533 | 17 | < 0.1% |
| 0.000938 | 12 | < 0.1% |
| 0.001276 | 194 | 0.2% |
| 0.001333 | 94 | 0.1% |
| 0.001417 | 189 | 0.2% |
| 0.002042 | 587 | |
| 0.002134 | 395 | |
| 0.002506 | 365 | |
| 0.003069 | 671 | |
| 0.003122 | 444 |
| Value | Count | Frequency (%) |
| 0.050932 | 3305 | |
| 0.04622 | 5117 | |
| 0.035792 | 6267 | |
| 0.032561 | 2543 | |
| 0.031329 | 4257 | |
| 0.030755 | 4639 | |
| 0.028663 | 4227 | |
| 0.026392 | 4330 | |
| 0.025164 | 4516 | |
| 0.02461 | 2437 | 2.0% |
Age_Days
Real number (ℝ)
High correlation 
| Distinct | 17000 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16018.713 |
| Minimum | 7676 |
|---|---|
| Maximum | 25201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 7676 |
|---|---|
| 5-th percentile | 9450 |
| Q1 | 12512 |
| median | 15734 |
| Q3 | 19544 |
| 95-th percentile | 23181 |
| Maximum | 25201 |
| Range | 17525 |
| Interquartile range (IQR) | 7032 |
Descriptive statistics
| Standard deviation | 4301.3537 |
|---|---|
| Coefficient of variation (CV) | 0.26852055 |
| Kurtosis | -0.98598876 |
| Mean | 16018.713 |
| Median Absolute Deviation (MAD) | 3505 |
| Skewness | 0.12978872 |
| Sum | 1.9519763 × 109 |
| Variance | 18501644 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15734 | 3630 | 3.0% |
| 10936 | 22 | < 0.1% |
| 20193 | 21 | < 0.1% |
| 13327 | 21 | < 0.1% |
| 13231 | 21 | < 0.1% |
| 12334 | 21 | < 0.1% |
| 14258 | 20 | < 0.1% |
| 13436 | 20 | < 0.1% |
| 20972 | 20 | < 0.1% |
| 15201 | 20 | < 0.1% |
| Other values (16990) | 118040 |
| Value | Count | Frequency (%) |
| 7676 | 2 | |
| 7678 | 1 | < 0.1% |
| 7679 | 1 | < 0.1% |
| 7680 | 3 | |
| 7683 | 1 | < 0.1% |
| 7687 | 1 | < 0.1% |
| 7688 | 2 | |
| 7689 | 1 | < 0.1% |
| 7690 | 2 | |
| 7691 | 2 |
| Value | Count | Frequency (%) |
| 25201 | 1 | < 0.1% |
| 25200 | 1 | < 0.1% |
| 25197 | 2 | |
| 25196 | 3 | |
| 25195 | 1 | < 0.1% |
| 25192 | 1 | < 0.1% |
| 25191 | 1 | < 0.1% |
| 25186 | 1 | < 0.1% |
| 25184 | 1 | < 0.1% |
| 25182 | 1 | < 0.1% |
Employed_Days
Real number (ℝ)
High correlation 
| Distinct | 9430 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4036.7851 |
| Minimum | 0 |
|---|---|
| Maximum | 12019.5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 232 |
| Q1 | 962 |
| median | 2212 |
| Q3 | 5385 |
| 95-th percentile | 12019.5 |
| Maximum | 12019.5 |
| Range | 12019.5 |
| Interquartile range (IQR) | 4423 |
Descriptive statistics
| Standard deviation | 4184.7239 |
|---|---|
| Coefficient of variation (CV) | 1.0366477 |
| Kurtosis | -0.36264673 |
| Mean | 4036.7851 |
| Median Absolute Deviation (MAD) | 1539 |
| Skewness | 1.1019092 |
| Sum | 4.9190648 × 108 |
| Variance | 17511914 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12019.5 | 21760 | 17.9% |
| 2212 | 3680 | 3.0% |
| 381 | 69 | 0.1% |
| 212 | 66 | 0.1% |
| 230 | 64 | 0.1% |
| 231 | 61 | 0.1% |
| 199 | 60 | < 0.1% |
| 116 | 60 | < 0.1% |
| 216 | 59 | < 0.1% |
| 765 | 58 | < 0.1% |
| Other values (9420) | 95919 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2 | 2 | |
| 4 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 2 | |
| 9 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 2 | |
| 12 | 4 | |
| 13 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 12019.5 | 21760 | |
| 12018 | 1 | < 0.1% |
| 12015 | 1 | < 0.1% |
| 12013 | 2 | < 0.1% |
| 12012 | 1 | < 0.1% |
| 12010 | 1 | < 0.1% |
| 12007 | 1 | < 0.1% |
| 12000 | 2 | < 0.1% |
| 11999 | 1 | < 0.1% |
| 11993 | 1 | < 0.1% |
Registration_Days
Real number (ℝ)
| Distinct | 13830 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4957.2564 |
| Minimum | 0 |
|---|---|
| Maximum | 15222 |
| Zeros | 35 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 343 |
| Q1 | 2102 |
| median | 4493 |
| Q3 | 7350 |
| 95-th percentile | 11316 |
| Maximum | 15222 |
| Range | 15222 |
| Interquartile range (IQR) | 5248 |
Descriptive statistics
| Standard deviation | 3450.8797 |
|---|---|
| Coefficient of variation (CV) | 0.69612694 |
| Kurtosis | -0.35244164 |
| Mean | 4957.2564 |
| Median Absolute Deviation (MAD) | 2608 |
| Skewness | 0.58609103 |
| Sum | 6.0407144 × 108 |
| Variance | 11908571 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4493 | 3651 | 3.0% |
| 15222 | 380 | 0.3% |
| 1 | 45 | < 0.1% |
| 4 | 38 | < 0.1% |
| 6 | 38 | < 0.1% |
| 9 | 38 | < 0.1% |
| 2 | 36 | < 0.1% |
| 0 | 35 | < 0.1% |
| 784 | 35 | < 0.1% |
| 511 | 35 | < 0.1% |
| Other values (13820) | 117525 |
| Value | Count | Frequency (%) |
| 0 | 35 | |
| 1 | 45 | |
| 2 | 36 | |
| 3 | 27 | |
| 4 | 38 | |
| 5 | 30 | |
| 6 | 38 | |
| 7 | 32 | |
| 8 | 31 | |
| 9 | 38 |
| Value | Count | Frequency (%) |
| 15222 | 380 | |
| 15218 | 1 | < 0.1% |
| 15217 | 1 | < 0.1% |
| 15214 | 2 | < 0.1% |
| 15209 | 2 | < 0.1% |
| 15191 | 1 | < 0.1% |
| 15190 | 1 | < 0.1% |
| 15187 | 1 | < 0.1% |
| 15186 | 2 | < 0.1% |
| 15182 | 1 | < 0.1% |
ID_Days
Real number (ℝ)
| Distinct | 5962 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2999.9723 |
| Minimum | 0 |
|---|---|
| Maximum | 7197 |
| Zeros | 6 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 385 |
| Q1 | 1789 |
| median | 3242 |
| Q3 | 4263 |
| 95-th percentile | 4928 |
| Maximum | 7197 |
| Range | 7197 |
| Interquartile range (IQR) | 2474 |
Descriptive statistics
| Standard deviation | 1475.3142 |
|---|---|
| Coefficient of variation (CV) | 0.49177596 |
| Kurtosis | -1.0089372 |
| Mean | 2999.9723 |
| Median Absolute Deviation (MAD) | 1143 |
| Skewness | -0.37740945 |
| Sum | 3.6556462 × 108 |
| Variance | 2176552.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3242 | 6015 | 4.9% |
| 4053 | 76 | 0.1% |
| 4032 | 74 | 0.1% |
| 4375 | 73 | 0.1% |
| 4312 | 70 | 0.1% |
| 4144 | 69 | 0.1% |
| 4250 | 67 | 0.1% |
| 4619 | 66 | 0.1% |
| 4193 | 64 | 0.1% |
| 4404 | 64 | 0.1% |
| Other values (5952) | 115218 |
| Value | Count | Frequency (%) |
| 0 | 6 | < 0.1% |
| 1 | 22 | |
| 2 | 12 | < 0.1% |
| 3 | 23 | |
| 4 | 18 | |
| 5 | 20 | |
| 6 | 25 | |
| 7 | 43 | |
| 8 | 37 | |
| 9 | 27 |
| Value | Count | Frequency (%) |
| 7197 | 1 | |
| 6274 | 2 | |
| 6263 | 2 | |
| 6235 | 1 | |
| 6233 | 1 | |
| 6228 | 1 | |
| 6226 | 1 | |
| 6223 | 2 | |
| 6208 | 1 | |
| 6203 | 1 |
Mobile_Tag
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 MiB |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 121856 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 121856 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 121856 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 121856 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 121856 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 121856 |
Homephone_Tag
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 MiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 121856 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 121856 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 121856 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 121856 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 121856 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 121856 |
Workphone_Working
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 87590 | |
| 1 | 34266 | 28.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 87590 | |
| 1 | 34266 | 28.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 87590 | |
| 1 | 34266 | 28.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 87590 | |
| 1 | 34266 | 28.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 87590 | |
| 1 | 34266 | 28.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 87590 | |
| 1 | 34266 | 28.1% |
Client_Occupation
Categorical
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| Missing | |
|---|---|
| Laborers | |
| Sales | |
| Core | |
| Managers | |
| Other values (14) |
Length
| Max length | 18 |
|---|---|
| Median length | 15 |
| Mean length | 7.4289571 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales |
|---|---|
| 2nd row | Missing |
| 3rd row | Realty agents |
| 4th row | Missing |
| 5th row | Laborers |
Common Values
| Value | Count | Frequency (%) |
| Missing | 41435 | |
| Laborers | 21024 | |
| Sales | 12136 | 10.0% |
| Core | 10611 | 8.7% |
| Managers | 8099 | 6.6% |
| Drivers | 7150 | 5.9% |
| High skill tech | 4317 | 3.5% |
| Accountants | 3766 | 3.1% |
| Medicine | 3172 | 2.6% |
| Security | 2683 | 2.2% |
| Other values (9) | 7463 | 6.1% |
Length
| Value | Count | Frequency (%) |
| missing | 41435 | |
| laborers | 21811 | |
| sales | 12136 | 9.2% |
| core | 10611 | 8.0% |
| managers | 8099 | 6.1% |
| drivers | 7150 | 5.4% |
| high | 4317 | 3.3% |
| skill | 4317 | 3.3% |
| tech | 4317 | 3.3% |
| accountants | 3766 | 2.8% |
| Other values (13) | 14604 | 11.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 143264 | |
| i | 115468 | |
| r | 83411 | |
| e | 81066 | |
| n | 66697 | 7.4% |
| a | 58752 | 6.5% |
| g | 58077 | 6.4% |
| M | 52706 | 5.8% |
| o | 41423 | 4.6% |
| l | 24346 | 2.7% |
| Other values (25) | 180053 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 905263 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 143264 | |
| i | 115468 | |
| r | 83411 | |
| e | 81066 | |
| n | 66697 | 7.4% |
| a | 58752 | 6.5% |
| g | 58077 | 6.4% |
| M | 52706 | 5.8% |
| o | 41423 | 4.6% |
| l | 24346 | 2.7% |
| Other values (25) | 180053 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 905263 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 143264 | |
| i | 115468 | |
| r | 83411 | |
| e | 81066 | |
| n | 66697 | 7.4% |
| a | 58752 | 6.5% |
| g | 58077 | 6.4% |
| M | 52706 | 5.8% |
| o | 41423 | 4.6% |
| l | 24346 | 2.7% |
| Other values (25) | 180053 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 905263 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 143264 | |
| i | 115468 | |
| r | 83411 | |
| e | 81066 | |
| n | 66697 | 7.4% |
| a | 58752 | 6.5% |
| g | 58077 | 6.4% |
| M | 52706 | 5.8% |
| o | 41423 | 4.6% |
| l | 24346 | 2.7% |
| Other values (25) | 180053 |
Client_Family_Members
Categorical
High correlation 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.0 MiB |
| 2.0 | |
|---|---|
| 1.0 | |
| 3.0 | |
| 4.0 | |
| 4.5 | 1564 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 2.0 |
| 4th row | 2.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 64062 | |
| 1.0 | 26213 | |
| 3.0 | 20434 | 16.8% |
| 4.0 | 9583 | 7.9% |
| 4.5 | 1564 | 1.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2.0 | 64062 | |
| 1.0 | 26213 | |
| 3.0 | 20434 | 16.8% |
| 4.0 | 9583 | 7.9% |
| 4.5 | 1564 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 121856 | |
| 0 | 120292 | |
| 2 | 64062 | |
| 1 | 26213 | 7.2% |
| 3 | 20434 | 5.6% |
| 4 | 11147 | 3.0% |
| 5 | 1564 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 121856 | |
| 0 | 120292 | |
| 2 | 64062 | |
| 1 | 26213 | 7.2% |
| 3 | 20434 | 5.6% |
| 4 | 11147 | 3.0% |
| 5 | 1564 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 121856 | |
| 0 | 120292 | |
| 2 | 64062 | |
| 1 | 26213 | 7.2% |
| 3 | 20434 | 5.6% |
| 4 | 11147 | 3.0% |
| 5 | 1564 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 121856 | |
| 0 | 120292 | |
| 2 | 64062 | |
| 1 | 26213 | 7.2% |
| 3 | 20434 | 5.6% |
| 4 | 11147 | 3.0% |
| 5 | 1564 | 0.4% |
Cleint_City_Rating
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.0 MiB |
| 2.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 2.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 121856 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2.0 | 121856 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 121856 | |
| . | 121856 | |
| 0 | 121856 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 121856 | |
| . | 121856 | |
| 0 | 121856 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 121856 | |
| . | 121856 | |
| 0 | 121856 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 365568 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 121856 | |
| . | 121856 | |
| 0 | 121856 |
Application_Process_Day
Real number (ℝ)
Zeros 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1565536 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 6287 |
| Zeros (%) | 5.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.7415751 |
|---|---|
| Coefficient of variation (CV) | 0.55173309 |
| Kurtosis | -1.0531977 |
| Mean | 3.1565536 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.013271482 |
| Sum | 384645 |
| Variance | 3.0330838 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 22544 | |
| 2 | 20907 | |
| 1 | 19712 | |
| 4 | 19668 | |
| 5 | 19613 | |
| 6 | 13125 | |
| 0 | 6287 | 5.2% |
| Value | Count | Frequency (%) |
| 0 | 6287 | 5.2% |
| 1 | 19712 | |
| 2 | 20907 | |
| 3 | 22544 | |
| 4 | 19668 | |
| 5 | 19613 | |
| 6 | 13125 |
| Value | Count | Frequency (%) |
| 6 | 13125 | |
| 5 | 19613 | |
| 4 | 19668 | |
| 3 | 22544 | |
| 2 | 20907 | |
| 1 | 19712 | |
| 0 | 6287 | 5.2% |
Application_Process_Hour
Real number (ℝ)
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.065947 |
| Minimum | 4 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 10 |
| median | 12 |
| Q3 | 14 |
| 95-th percentile | 17 |
| Maximum | 20 |
| Range | 16 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.2024775 |
|---|---|
| Coefficient of variation (CV) | 0.26541452 |
| Kurtosis | -0.27212808 |
| Mean | 12.065947 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.0025144516 |
| Sum | 1470308 |
| Variance | 10.255862 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 16640 | |
| 10 | 14465 | |
| 11 | 14413 | |
| 13 | 11765 | |
| 14 | 10702 | |
| 9 | 10525 | |
| 15 | 9614 | |
| 16 | 7739 | |
| 17 | 5843 | 4.8% |
| 8 | 5821 | 4.8% |
| Other values (7) | 14329 |
| Value | Count | Frequency (%) |
| 4 | 1526 | 1.3% |
| 5 | 1437 | 1.2% |
| 6 | 2247 | 1.8% |
| 7 | 3441 | 2.8% |
| 8 | 5821 | 4.8% |
| 9 | 10525 | |
| 10 | 14465 | |
| 11 | 14413 | |
| 12 | 16640 | |
| 13 | 11765 |
| Value | Count | Frequency (%) |
| 20 | 739 | 0.6% |
| 19 | 1464 | 1.2% |
| 18 | 3475 | 2.9% |
| 17 | 5843 | 4.8% |
| 16 | 7739 | |
| 15 | 9614 | |
| 14 | 10702 | |
| 13 | 11765 | |
| 12 | 16640 | |
| 11 | 14413 |
Client_Permanent_Match_Tag
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 119.1 KiB |
| True | |
|---|---|
| False | 9402 |
| Value | Count | Frequency (%) |
| True | 112454 | |
| False | 9402 | 7.7% |
Client_Contact_Work_Tag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 119.1 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 100015 | |
| False | 21841 | 17.9% |
| Distinct | 58 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.2 MiB |
Length
| Max length | 22 |
|---|---|
| Median length | 17 |
| Mean length | 12.836775 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Self-employed |
|---|---|
| 2nd row | Government |
| 3rd row | Self-employed |
| 4th row | XNA |
| 5th row | Business Entity Type 3 |
| Value | Count | Frequency (%) |
| type | 50681 | |
| business | 36327 | |
| entity | 36327 | |
| 3 | 32962 | |
| xna | 21085 | |
| self-employed | 14725 | 5.7% |
| other | 6290 | 2.4% |
| 2 | 5826 | 2.2% |
| trade | 5458 | 2.1% |
| industry | 5431 | 2.1% |
| Other values (40) | 45308 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 174946 | 11.2% |
| 138564 | 8.9% | |
| s | 126333 | 8.1% |
| t | 123312 | 7.9% |
| y | 111367 | 7.1% |
| n | 109691 | 7.0% |
| i | 99237 | 6.3% |
| p | 68871 | 4.4% |
| u | 50792 | 3.2% |
| T | 45475 | 2.9% |
| Other values (42) | 515650 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1564238 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 174946 | 11.2% |
| 138564 | 8.9% | |
| s | 126333 | 8.1% |
| t | 123312 | 7.9% |
| y | 111367 | 7.1% |
| n | 109691 | 7.0% |
| i | 99237 | 6.3% |
| p | 68871 | 4.4% |
| u | 50792 | 3.2% |
| T | 45475 | 2.9% |
| Other values (42) | 515650 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1564238 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 174946 | 11.2% |
| 138564 | 8.9% | |
| s | 126333 | 8.1% |
| t | 123312 | 7.9% |
| y | 111367 | 7.1% |
| n | 109691 | 7.0% |
| i | 99237 | 6.3% |
| p | 68871 | 4.4% |
| u | 50792 | 3.2% |
| T | 45475 | 2.9% |
| Other values (42) | 515650 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1564238 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 174946 | 11.2% |
| 138564 | 8.9% | |
| s | 126333 | 8.1% |
| t | 123312 | 7.9% |
| y | 111367 | 7.1% |
| n | 109691 | 7.0% |
| i | 99237 | 6.3% |
| p | 68871 | 4.4% |
| u | 50792 | 3.2% |
| T | 45475 | 2.9% |
| Other values (42) | 515650 |
Score_Source_2
Real number (ℝ)
| Distinct | 66473 |
|---|---|
| Distinct (%) | 54.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.51595656 |
| Minimum | 0.015246378 |
|---|---|
| Maximum | 1.0465776 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0.015246378 |
|---|---|
| 5-th percentile | 0.1370556 |
| Q1 | 0.4019956 |
| median | 0.56497814 |
| Q3 | 0.65982842 |
| 95-th percentile | 0.74646571 |
| Maximum | 1.0465776 |
| Range | 1.0313313 |
| Interquartile range (IQR) | 0.25783282 |
Descriptive statistics
| Standard deviation | 0.1875338 |
|---|---|
| Coefficient of variation (CV) | 0.3634682 |
| Kurtosis | -0.16125873 |
| Mean | 0.51595656 |
| Median Absolute Deviation (MAD) | 0.11418797 |
| Skewness | -0.82783849 |
| Sum | 62872.402 |
| Variance | 0.035168927 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.564978137 | 5689 | 4.7% |
| 0.01524637788 | 618 | 0.5% |
| 0.285897872 | 269 | 0.2% |
| 0.262258369 | 137 | 0.1% |
| 0.159679234 | 135 | 0.1% |
| 0.26525634 | 124 | 0.1% |
| 0.265311748 | 116 | 0.1% |
| 0.263143591 | 99 | 0.1% |
| 0.162192106 | 87 | 0.1% |
| 0.162144568 | 86 | 0.1% |
| Other values (66463) | 114496 |
| Value | Count | Frequency (%) |
| 0.01524637788 | 618 | |
| 0.015284636 | 1 | < 0.1% |
| 0.015308351 | 1 | < 0.1% |
| 0.015314616 | 1 | < 0.1% |
| 0.015325832 | 1 | < 0.1% |
| 0.015334414 | 1 | < 0.1% |
| 0.015343332 | 1 | < 0.1% |
| 0.015426144 | 1 | < 0.1% |
| 0.015431791 | 1 | < 0.1% |
| 0.015460058 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1.046577639 | 6 | |
| 0.854999666 | 8 | |
| 0.821393627 | 1 | < 0.1% |
| 0.820609506 | 1 | < 0.1% |
| 0.820487147 | 1 | < 0.1% |
| 0.818575745 | 1 | < 0.1% |
| 0.818403562 | 1 | < 0.1% |
| 0.817367791 | 1 | < 0.1% |
| 0.815647763 | 1 | < 0.1% |
| 0.815601725 | 1 | < 0.1% |
Score_Source_3
Real number (ℝ)
| Distinct | 639 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.51601249 |
| Minimum | 0.065164104 |
|---|---|
| Maximum | 0.89600955 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0.065164104 |
|---|---|
| 5-th percentile | 0.17876047 |
| Q1 | 0.40487836 |
| median | 0.5460232 |
| Q3 | 0.63135454 |
| 95-th percentile | 0.77389569 |
| Maximum | 0.89600955 |
| Range | 0.83084544 |
| Interquartile range (IQR) | 0.22647617 |
Descriptive statistics
| Standard deviation | 0.17232248 |
|---|---|
| Coefficient of variation (CV) | 0.33395021 |
| Kurtosis | -0.10374957 |
| Mean | 0.51601249 |
| Median Absolute Deviation (MAD) | 0.10850608 |
| Skewness | -0.51747703 |
| Sum | 62879.218 |
| Variance | 0.029695036 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.546023197 | 24845 | 20.4% |
| 0.385914672 | 2592 | 2.1% |
| 0.0651641045 | 979 | 0.8% |
| 0.746300213 | 567 | 0.5% |
| 0.694092643 | 526 | 0.4% |
| 0.7136314 | 509 | 0.4% |
| 0.554946769 | 474 | 0.4% |
| 0.670651753 | 470 | 0.4% |
| 0.6577838 | 454 | 0.4% |
| 0.595456203 | 438 | 0.4% |
| Other values (629) | 90002 |
| Value | Count | Frequency (%) |
| 0.0651641045 | 979 | |
| 0.065550026 | 11 | < 0.1% |
| 0.065993207 | 9 | < 0.1% |
| 0.066439172 | 13 | < 0.1% |
| 0.066887934 | 10 | < 0.1% |
| 0.067339509 | 8 | < 0.1% |
| 0.067793911 | 11 | < 0.1% |
| 0.068251154 | 14 | < 0.1% |
| 0.068711255 | 6 | < 0.1% |
| 0.069174227 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.896009549 | 1 | < 0.1% |
| 0.893976075 | 2 | < 0.1% |
| 0.885488394 | 3 | < 0.1% |
| 0.882530313 | 13 | |
| 0.881026575 | 4 | < 0.1% |
| 0.88026848 | 18 | |
| 0.879506216 | 1 | < 0.1% |
| 0.878739767 | 4 | < 0.1% |
| 0.877194258 | 3 | < 0.1% |
| 0.874844253 | 1 | < 0.1% |
Phone_Change
Real number (ℝ)
Zeros 
| Distinct | 3422 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 955.46462 |
| Minimum | 0 |
|---|---|
| Maximum | 3444.5 |
| Zeros | 14555 |
| Zeros (%) | 11.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 287 |
| median | 755 |
| Q3 | 1550 |
| 95-th percentile | 2510 |
| Maximum | 3444.5 |
| Range | 3444.5 |
| Interquartile range (IQR) | 1263 |
Descriptive statistics
| Standard deviation | 814.84724 |
|---|---|
| Coefficient of variation (CV) | 0.85282827 |
| Kurtosis | -0.26019921 |
| Mean | 955.46462 |
| Median Absolute Deviation (MAD) | 602 |
| Skewness | 0.73681343 |
| Sum | 1.164291 × 108 |
| Variance | 663976.02 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14555 | 11.9% |
| 755 | 3697 | 3.0% |
| 1 | 1104 | 0.9% |
| 2 | 916 | 0.8% |
| 3 | 645 | 0.5% |
| 4 | 524 | 0.4% |
| 5 | 322 | 0.3% |
| 3444.5 | 260 | 0.2% |
| 6 | 216 | 0.2% |
| 7 | 179 | 0.1% |
| Other values (3412) | 99438 |
| Value | Count | Frequency (%) |
| 0 | 14555 | |
| 1 | 1104 | 0.9% |
| 2 | 916 | 0.8% |
| 3 | 645 | 0.5% |
| 4 | 524 | 0.4% |
| 5 | 322 | 0.3% |
| 6 | 216 | 0.2% |
| 7 | 179 | 0.1% |
| 8 | 118 | 0.1% |
| 9 | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 3444.5 | 260 | |
| 3444 | 2 | < 0.1% |
| 3442 | 1 | < 0.1% |
| 3441 | 1 | < 0.1% |
| 3440 | 3 | < 0.1% |
| 3439 | 2 | < 0.1% |
| 3438 | 2 | < 0.1% |
| 3437 | 2 | < 0.1% |
| 3436 | 3 | < 0.1% |
| 3435 | 3 | < 0.1% |
Credit_Bureau
Real number (ℝ)
Zeros 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7317654 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 28003 |
| Zeros (%) | 23.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 952.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.6147541 |
|---|---|
| Coefficient of variation (CV) | 0.93243238 |
| Kurtosis | 0.41451571 |
| Mean | 1.7317654 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0531964 |
| Sum | 211026 |
| Variance | 2.6074308 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 41287 | |
| 0 | 28003 | |
| 2 | 21431 | |
| 3 | 13102 | 10.8% |
| 4 | 7978 | 6.5% |
| 6 | 5384 | 4.4% |
| 5 | 4671 | 3.8% |
| Value | Count | Frequency (%) |
| 0 | 28003 | |
| 1 | 41287 | |
| 2 | 21431 | |
| 3 | 13102 | 10.8% |
| 4 | 7978 | 6.5% |
| 5 | 4671 | 3.8% |
| 6 | 5384 | 4.4% |
| Value | Count | Frequency (%) |
| 6 | 5384 | 4.4% |
| 5 | 4671 | 3.8% |
| 4 | 7978 | 6.5% |
| 3 | 13102 | 10.8% |
| 2 | 21431 | |
| 1 | 41287 | |
| 0 | 28003 |
Default
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 MiB |
| 0 | |
|---|---|
| 1 | 9845 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 112011 | |
| 1 | 9845 | 8.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 112011 | |
| 1 | 9845 | 8.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 112011 | |
| 1 | 9845 | 8.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 112011 | |
| 1 | 9845 | 8.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 112011 | |
| 1 | 9845 | 8.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 121856 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 112011 | |
| 1 | 9845 | 8.1% |
Interactions
Correlations
| Accompany_Client | Active_Loan | Age_Days | Application_Process_Day | Application_Process_Hour | Bike_Owned | Car_Owned | Child_Count | Client_Contact_Work_Tag | Client_Education | Client_Family_Members | Client_Gender | Client_Housing_Type | Client_Income | Client_Income_Type | Client_Marital_Status | Client_Occupation | Client_Permanent_Match_Tag | Credit_Amount | Credit_Bureau | Default | Employed_Days | House_Own | ID_Days | Loan_Annuity | Loan_Contract_Type | Phone_Change | Population_Region_Relative | Registration_Days | Score_Source_2 | Score_Source_3 | Workphone_Working | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Accompany_Client | 1.000 | 0.000 | 0.025 | 0.018 | 0.019 | 0.003 | 0.040 | 0.022 | 0.016 | 0.024 | 0.056 | 0.046 | 0.016 | 0.019 | 0.019 | 0.074 | 0.021 | 0.022 | 0.016 | 0.012 | 0.009 | 0.022 | 0.055 | 0.007 | 0.016 | 0.015 | 0.014 | 0.023 | 0.013 | 0.008 | 0.019 | 0.014 |
| Active_Loan | 0.000 | 1.000 | 0.009 | 0.006 | 0.004 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.004 | 0.004 | 0.006 | 0.000 | 0.000 | 0.000 | 0.002 | 0.005 | 0.000 | 0.007 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.012 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 |
| Age_Days | 0.025 | 0.009 | 1.000 | 0.010 | -0.090 | 0.000 | 0.154 | 0.262 | 0.178 | 0.112 | 0.232 | 0.104 | 0.120 | -0.081 | 0.274 | 0.219 | 0.170 | 0.186 | 0.063 | 0.054 | 0.073 | 0.554 | 0.120 | 0.244 | -0.009 | 0.121 | 0.072 | 0.038 | 0.283 | 0.098 | 0.176 | 0.044 |
| Application_Process_Day | 0.018 | 0.006 | 0.010 | 1.000 | -0.024 | 0.000 | 0.000 | 0.012 | 0.005 | 0.000 | 0.010 | 0.008 | 0.007 | -0.005 | 0.016 | 0.004 | 0.019 | 0.006 | -0.004 | 0.009 | 0.006 | 0.001 | 0.023 | 0.003 | -0.000 | 0.021 | -0.003 | -0.005 | 0.001 | -0.000 | 0.000 | 0.013 |
| Application_Process_Hour | 0.019 | 0.004 | -0.090 | -0.024 | 1.000 | 0.005 | 0.016 | 0.016 | 0.027 | 0.049 | 0.016 | 0.012 | 0.019 | 0.099 | 0.047 | 0.028 | 0.033 | 0.019 | 0.049 | -0.032 | 0.026 | -0.074 | 0.124 | -0.032 | 0.054 | 0.036 | 0.003 | 0.122 | 0.013 | 0.156 | -0.029 | 0.074 |
| Bike_Owned | 0.003 | 0.000 | 0.000 | 0.000 | 0.005 | 1.000 | 0.000 | 0.002 | 0.002 | 0.003 | 0.002 | 0.005 | 0.000 | 0.000 | 0.000 | 0.003 | 0.009 | 0.000 | 0.002 | 0.003 | 0.000 | 0.005 | 0.000 | 0.008 | 0.000 | 0.005 | 0.005 | 0.000 | 0.000 | 0.008 | 0.000 | 0.005 |
| Car_Owned | 0.040 | 0.000 | 0.154 | 0.000 | 0.016 | 0.000 | 1.000 | 0.101 | 0.089 | 0.090 | 0.154 | 0.337 | 0.038 | 0.213 | 0.154 | 0.152 | 0.245 | 0.000 | 0.112 | 0.034 | 0.022 | 0.157 | 0.007 | 0.022 | 0.137 | 0.000 | 0.036 | 0.046 | 0.091 | 0.051 | 0.027 | 0.008 |
| Child_Count | 0.022 | 0.000 | 0.262 | 0.012 | 0.016 | 0.002 | 0.101 | 1.000 | 0.068 | 0.031 | 0.905 | 0.033 | 0.026 | 0.029 | 0.151 | 0.112 | 0.111 | 0.029 | 0.013 | 0.023 | 0.022 | 0.159 | 0.013 | 0.038 | 0.023 | 0.037 | 0.013 | 0.025 | 0.111 | 0.013 | 0.025 | 0.035 |
| Client_Contact_Work_Tag | 0.016 | 0.003 | 0.178 | 0.005 | 0.027 | 0.002 | 0.089 | 0.068 | 1.000 | 0.033 | 0.075 | 0.131 | 0.038 | 0.046 | 0.216 | 0.065 | 0.180 | 0.025 | 0.010 | 0.023 | 0.028 | 0.224 | 0.033 | 0.068 | 0.029 | 0.006 | 0.018 | 0.043 | 0.079 | 0.066 | 0.041 | 0.021 |
| Client_Education | 0.024 | 0.000 | 0.112 | 0.000 | 0.049 | 0.003 | 0.090 | 0.031 | 0.033 | 1.000 | 0.030 | 0.019 | 0.040 | 0.124 | 0.100 | 0.053 | 0.179 | 0.034 | 0.068 | 0.036 | 0.062 | 0.072 | 0.028 | 0.040 | 0.077 | 0.062 | 0.020 | 0.053 | 0.053 | 0.066 | 0.025 | 0.031 |
| Client_Family_Members | 0.056 | 0.004 | 0.232 | 0.010 | 0.016 | 0.002 | 0.154 | 0.905 | 0.075 | 0.030 | 1.000 | 0.058 | 0.046 | 0.026 | 0.127 | 0.500 | 0.095 | 0.031 | 0.060 | 0.019 | 0.021 | 0.136 | 0.017 | 0.033 | 0.059 | 0.040 | 0.024 | 0.020 | 0.095 | 0.017 | 0.020 | 0.041 |
| Client_Gender | 0.046 | 0.004 | 0.104 | 0.008 | 0.012 | 0.005 | 0.337 | 0.033 | 0.131 | 0.019 | 0.058 | 1.000 | 0.048 | 0.147 | 0.116 | 0.111 | 0.347 | 0.048 | 0.021 | 0.019 | 0.050 | 0.125 | 0.042 | 0.030 | 0.056 | 0.017 | 0.024 | 0.011 | 0.064 | 0.012 | 0.016 | 0.023 |
| Client_Housing_Type | 0.016 | 0.006 | 0.120 | 0.007 | 0.019 | 0.000 | 0.038 | 0.026 | 0.038 | 0.040 | 0.046 | 0.048 | 1.000 | 0.018 | 0.052 | 0.084 | 0.041 | 0.190 | 0.028 | 0.012 | 0.034 | 0.067 | 0.215 | 0.044 | 0.018 | 0.025 | 0.021 | 0.055 | 0.049 | 0.025 | 0.030 | 0.034 |
| Client_Income | 0.019 | 0.000 | -0.081 | -0.005 | 0.099 | 0.000 | 0.213 | 0.029 | 0.046 | 0.124 | 0.026 | 0.147 | 0.018 | 1.000 | 0.104 | 0.046 | 0.105 | 0.029 | 0.399 | 0.063 | 0.029 | -0.085 | 0.012 | -0.033 | 0.463 | 0.053 | 0.059 | 0.089 | -0.068 | 0.167 | -0.074 | 0.041 |
| Client_Income_Type | 0.019 | 0.000 | 0.274 | 0.016 | 0.047 | 0.000 | 0.154 | 0.151 | 0.216 | 0.100 | 0.127 | 0.116 | 0.052 | 0.104 | 1.000 | 0.141 | 0.267 | 0.090 | 0.047 | 0.021 | 0.058 | 0.356 | 0.066 | 0.110 | 0.062 | 0.058 | 0.021 | 0.078 | 0.098 | 0.038 | 0.041 | 0.019 |
| Client_Marital_Status | 0.074 | 0.000 | 0.219 | 0.004 | 0.028 | 0.003 | 0.152 | 0.112 | 0.065 | 0.053 | 0.500 | 0.111 | 0.084 | 0.046 | 0.141 | 1.000 | 0.104 | 0.058 | 0.076 | 0.021 | 0.026 | 0.151 | 0.047 | 0.072 | 0.075 | 0.044 | 0.039 | 0.016 | 0.082 | 0.023 | 0.035 | 0.024 |
| Client_Occupation | 0.021 | 0.002 | 0.170 | 0.019 | 0.033 | 0.009 | 0.245 | 0.111 | 0.180 | 0.179 | 0.095 | 0.347 | 0.041 | 0.105 | 0.267 | 0.104 | 1.000 | 0.074 | 0.051 | 0.029 | 0.076 | 0.214 | 0.045 | 0.067 | 0.062 | 0.054 | 0.020 | 0.030 | 0.063 | 0.039 | 0.027 | 0.044 |
| Client_Permanent_Match_Tag | 0.022 | 0.005 | 0.186 | 0.006 | 0.019 | 0.000 | 0.000 | 0.029 | 0.025 | 0.034 | 0.031 | 0.048 | 0.190 | 0.029 | 0.090 | 0.058 | 0.074 | 1.000 | 0.032 | 0.014 | 0.042 | 0.141 | 0.054 | 0.079 | 0.010 | 0.015 | 0.058 | 0.045 | 0.087 | 0.040 | 0.071 | 0.049 |
| Credit_Amount | 0.016 | 0.000 | 0.063 | -0.004 | 0.049 | 0.002 | 0.112 | 0.013 | 0.010 | 0.068 | 0.060 | 0.021 | 0.028 | 0.399 | 0.047 | 0.076 | 0.051 | 0.032 | 1.000 | -0.025 | 0.056 | 0.025 | 0.066 | 0.006 | 0.799 | 0.277 | 0.073 | 0.052 | -0.004 | 0.120 | 0.021 | 0.045 |
| Credit_Bureau | 0.012 | 0.007 | 0.054 | 0.009 | -0.032 | 0.003 | 0.034 | 0.023 | 0.023 | 0.036 | 0.019 | 0.019 | 0.012 | 0.063 | 0.021 | 0.021 | 0.029 | 0.014 | -0.025 | 1.000 | 0.148 | 0.037 | 0.067 | 0.034 | 0.003 | 0.062 | 0.146 | 0.004 | 0.015 | -0.025 | -0.065 | 0.026 |
| Default | 0.009 | 0.000 | 0.073 | 0.006 | 0.026 | 0.000 | 0.022 | 0.022 | 0.028 | 0.062 | 0.021 | 0.050 | 0.034 | 0.029 | 0.058 | 0.026 | 0.076 | 0.042 | 0.056 | 0.148 | 1.000 | 0.087 | 0.000 | 0.053 | 0.040 | 0.027 | 0.055 | 0.041 | 0.038 | 0.155 | 0.300 | 0.025 |
| Employed_Days | 0.022 | 0.000 | 0.554 | 0.001 | -0.074 | 0.005 | 0.157 | 0.159 | 0.224 | 0.072 | 0.136 | 0.125 | 0.067 | -0.085 | 0.356 | 0.151 | 0.214 | 0.141 | 0.025 | 0.037 | 0.087 | 1.000 | 0.073 | 0.251 | -0.029 | 0.063 | 0.094 | 0.003 | 0.187 | 0.061 | 0.151 | 0.052 |
| House_Own | 0.055 | 0.004 | 0.120 | 0.023 | 0.124 | 0.000 | 0.007 | 0.013 | 0.033 | 0.028 | 0.017 | 0.042 | 0.215 | 0.012 | 0.066 | 0.047 | 0.045 | 0.054 | 0.066 | 0.067 | 0.000 | 0.073 | 1.000 | 0.034 | 0.031 | 0.065 | 0.049 | 0.059 | 0.047 | 0.006 | 0.031 | 0.040 |
| ID_Days | 0.007 | 0.000 | 0.244 | 0.003 | -0.032 | 0.008 | 0.022 | 0.038 | 0.068 | 0.040 | 0.033 | 0.030 | 0.044 | -0.033 | 0.110 | 0.072 | 0.067 | 0.079 | 0.006 | 0.034 | 0.053 | 0.251 | 0.034 | 1.000 | -0.016 | 0.051 | 0.077 | 0.015 | 0.093 | 0.050 | 0.121 | 0.036 |
| Loan_Annuity | 0.016 | 0.000 | -0.009 | -0.000 | 0.054 | 0.000 | 0.137 | 0.023 | 0.029 | 0.077 | 0.059 | 0.056 | 0.018 | 0.463 | 0.062 | 0.075 | 0.062 | 0.010 | 0.799 | 0.003 | 0.040 | -0.029 | 0.031 | -0.016 | 1.000 | 0.411 | 0.062 | 0.051 | -0.034 | 0.117 | 0.010 | 0.023 |
| Loan_Contract_Type | 0.015 | 0.000 | 0.121 | 0.021 | 0.036 | 0.005 | 0.000 | 0.037 | 0.006 | 0.062 | 0.040 | 0.017 | 0.025 | 0.053 | 0.058 | 0.044 | 0.054 | 0.015 | 0.277 | 0.062 | 0.027 | 0.063 | 0.065 | 0.051 | 0.411 | 1.000 | 0.071 | 0.029 | 0.024 | 0.022 | 0.019 | 0.021 |
| Phone_Change | 0.014 | 0.012 | 0.072 | -0.003 | 0.003 | 0.005 | 0.036 | 0.013 | 0.018 | 0.020 | 0.024 | 0.024 | 0.021 | 0.059 | 0.021 | 0.039 | 0.020 | 0.058 | 0.073 | 0.146 | 0.055 | 0.094 | 0.049 | 0.077 | 0.062 | 0.071 | 1.000 | 0.033 | 0.052 | 0.198 | 0.051 | 0.071 |
| Population_Region_Relative | 0.023 | 0.010 | 0.038 | -0.005 | 0.122 | 0.000 | 0.046 | 0.025 | 0.043 | 0.053 | 0.020 | 0.011 | 0.055 | 0.089 | 0.078 | 0.016 | 0.030 | 0.045 | 0.052 | 0.004 | 0.041 | 0.003 | 0.059 | 0.015 | 0.051 | 0.029 | 0.033 | 1.000 | 0.033 | 0.179 | 0.004 | 0.079 |
| Registration_Days | 0.013 | 0.000 | 0.283 | 0.001 | 0.013 | 0.000 | 0.091 | 0.111 | 0.079 | 0.053 | 0.095 | 0.064 | 0.049 | -0.068 | 0.098 | 0.082 | 0.063 | 0.087 | -0.004 | 0.015 | 0.038 | 0.187 | 0.047 | 0.093 | -0.034 | 0.024 | 0.052 | 0.033 | 1.000 | 0.063 | 0.093 | 0.075 |
| Score_Source_2 | 0.008 | 0.000 | 0.098 | -0.000 | 0.156 | 0.008 | 0.051 | 0.013 | 0.066 | 0.066 | 0.017 | 0.012 | 0.025 | 0.167 | 0.038 | 0.023 | 0.039 | 0.040 | 0.120 | -0.025 | 0.155 | 0.061 | 0.006 | 0.050 | 0.117 | 0.022 | 0.198 | 0.179 | 0.063 | 1.000 | 0.099 | 0.069 |
| Score_Source_3 | 0.019 | 0.000 | 0.176 | 0.000 | -0.029 | 0.000 | 0.027 | 0.025 | 0.041 | 0.025 | 0.020 | 0.016 | 0.030 | -0.074 | 0.041 | 0.035 | 0.027 | 0.071 | 0.021 | -0.065 | 0.300 | 0.151 | 0.031 | 0.121 | 0.010 | 0.019 | 0.051 | 0.004 | 0.093 | 0.099 | 1.000 | 0.017 |
| Workphone_Working | 0.014 | 0.000 | 0.044 | 0.013 | 0.074 | 0.005 | 0.008 | 0.035 | 0.021 | 0.031 | 0.041 | 0.023 | 0.034 | 0.041 | 0.019 | 0.024 | 0.044 | 0.049 | 0.045 | 0.026 | 0.025 | 0.052 | 0.040 | 0.036 | 0.023 | 0.021 | 0.071 | 0.079 | 0.075 | 0.069 | 0.017 | 1.000 |
Missing values
Sample
| Client_Income | Car_Owned | Bike_Owned | Active_Loan | House_Own | Child_Count | Credit_Amount | Loan_Annuity | Accompany_Client | Client_Income_Type | Client_Education | Client_Marital_Status | Client_Gender | Loan_Contract_Type | Client_Housing_Type | Population_Region_Relative | Age_Days | Employed_Days | Registration_Days | ID_Days | Mobile_Tag | Homephone_Tag | Workphone_Working | Client_Occupation | Client_Family_Members | Cleint_City_Rating | Application_Process_Day | Application_Process_Hour | Client_Permanent_Match_Tag | Client_Contact_Work_Tag | Type_Organization | Score_Source_2 | Score_Source_3 | Phone_Change | Credit_Bureau | Default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6750.00 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 61190.55 | 3416.85 | Alone | Commercial | Secondary | M | Male | CL | Home | 0.03 | 13957.00 | 1062.00 | 6123.00 | 383.00 | 1 | 0 | 0 | Sales | 2.00 | 2.00 | 6.00 | 17.00 | Yes | Yes | Self-employed | 0.48 | 0.55 | 63.00 | 1.00 | 0 |
| 1 | 20250.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.00 | 15282.00 | 1826.55 | Alone | Service | Graduation | M | Male | CL | Home | 0.01 | 14162.00 | 4129.00 | 7833.00 | 21.00 | 1 | 0 | 1 | Missing | 2.00 | 2.00 | 3.00 | 10.00 | Yes | Yes | Government | 0.22 | 0.55 | 755.00 | 1.00 | 0 |
| 2 | 18000.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 59527.35 | 2788.20 | Alone | Service | Graduation dropout | W | Male | CL | Family | 0.02 | 16790.00 | 5102.00 | 4493.00 | 331.00 | 1 | 0 | 0 | Realty agents | 2.00 | 2.00 | 4.00 | 12.00 | Yes | Yes | Self-employed | 0.55 | 0.33 | 277.00 | 0.00 | 0 |
| 3 | 15750.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 53870.40 | 2295.45 | Alone | Retired | Secondary | M | Male | CL | Home | 0.01 | 23195.00 | 12019.50 | 4493.00 | 775.00 | 1 | 0 | 0 | Missing | 2.00 | 2.00 | 2.00 | 15.00 | Yes | Yes | XNA | 0.14 | 0.63 | 1700.00 | 3.00 | 0 |
| 4 | 33750.00 | 1.00 | 0.00 | 1.00 | 0.00 | 2.00 | 133988.40 | 3547.35 | Alone | Commercial | Secondary | M | Female | CL | Home | 0.02 | 11366.00 | 2977.00 | 5516.00 | 4043.00 | 1 | 0 | 0 | Laborers | 4.00 | 2.00 | 3.00 | 12.00 | Yes | Yes | Business Entity Type 3 | 0.30 | 0.36 | 674.00 | 1.00 | 0 |
| 5 | 11250.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 13752.00 | 653.85 | Alone | Service | Secondary | W | Female | CL | Home | 0.02 | 13881.00 | 1184.00 | 3910.00 | 3910.00 | 1 | 0 | 0 | Laborers | 2.00 | 2.00 | 2.00 | 10.00 | Yes | Yes | Other | 0.70 | 0.42 | 739.00 | 0.00 | 0 |
| 6 | 15750.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 128835.00 | 3779.55 | Alone | Retired | Secondary | S | Male | CL | Home | 0.02 | 21323.00 | 12019.50 | 113.00 | 4855.00 | 1 | 0 | 0 | Missing | 1.00 | 2.00 | 3.00 | 14.00 | Yes | Yes | XNA | 0.60 | 0.51 | 0.00 | 3.00 | 0 |
| 7 | 13500.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 60415.20 | 3097.80 | Alone | Retired | Secondary | M | Male | CL | Home | 0.01 | 22493.00 | 12019.50 | 12617.00 | 5280.00 | 1 | 0 | 1 | Missing | 2.00 | 2.00 | 4.00 | 15.00 | Yes | Yes | XNA | 0.66 | 0.55 | 1687.00 | 4.00 | 0 |
| 8 | 13500.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 45000.00 | 1200.15 | Relative | Commercial | Graduation | M | Female | CL | Home | 0.01 | 15734.00 | 7889.00 | 5455.00 | 2665.00 | 1 | 0 | 1 | Sales | 3.00 | 2.00 | 4.00 | 13.00 | Yes | Yes | Self-employed | 0.64 | 0.55 | 1611.00 | 0.00 | 0 |
| 9 | 12150.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 16320.15 | 1294.65 | Alone | Retired | Secondary | W | Male | CL | Home | 0.02 | 20507.00 | 12019.50 | 2834.00 | 4053.00 | 1 | 0 | 0 | Missing | 1.00 | 2.00 | 3.00 | 9.00 | Yes | Yes | XNA | 0.06 | 0.08 | 533.00 | 5.00 | 0 |
| Client_Income | Car_Owned | Bike_Owned | Active_Loan | House_Own | Child_Count | Credit_Amount | Loan_Annuity | Accompany_Client | Client_Income_Type | Client_Education | Client_Marital_Status | Client_Gender | Loan_Contract_Type | Client_Housing_Type | Population_Region_Relative | Age_Days | Employed_Days | Registration_Days | ID_Days | Mobile_Tag | Homephone_Tag | Workphone_Working | Client_Occupation | Client_Family_Members | Cleint_City_Rating | Application_Process_Day | Application_Process_Hour | Client_Permanent_Match_Tag | Client_Contact_Work_Tag | Type_Organization | Score_Source_2 | Score_Source_3 | Phone_Change | Credit_Bureau | Default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 121846 | 12150.00 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00 | 25470.00 | 1462.05 | Alone | Retired | Graduation dropout | S | Male | CL | Home | 0.03 | 24123.00 | 12019.50 | 9523.00 | 795.00 | 1 | 0 | 0 | Missing | 1.00 | 2.00 | 3.00 | 9.00 | Yes | Yes | XNA | 0.56 | 0.55 | 0.00 | 0.00 | 0 |
| 121847 | 15750.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.00 | 26128.80 | 1283.85 | Alone | Commercial | Secondary | M | Male | CL | Home | 0.02 | 14025.00 | 1107.00 | 507.00 | 4514.00 | 1 | 0 | 0 | Managers | 2.00 | 2.00 | 5.00 | 9.00 | Yes | Yes | Business Entity Type 3 | 0.73 | 0.44 | 1175.00 | 1.00 | 0 |
| 121848 | 18000.00 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 27302.40 | 2169.90 | Alone | Service | Secondary | M | Female | CL | Home | 0.04 | 11073.00 | 1521.00 | 4883.00 | 3602.00 | 1 | 0 | 0 | Sales | 3.00 | 2.00 | 2.00 | 14.00 | Yes | Yes | Housing | 0.63 | 0.31 | 1718.00 | 2.00 | 0 |
| 121849 | 10350.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 18792.90 | 1736.55 | Alone | Service | Graduation dropout | S | Male | CL | Municipal | 0.01 | 9204.00 | 763.00 | 3773.00 | 1874.00 | 1 | 0 | 1 | Sales | 1.00 | 2.00 | 3.00 | 11.00 | Yes | Yes | Self-employed | 0.62 | 0.55 | 774.00 | 1.00 | 0 |
| 121850 | 12150.00 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 78192.00 | 2383.65 | Alone | Retired | Secondary | S | Male | CL | Home | 0.02 | 23943.00 | 12019.50 | 1213.00 | 4011.00 | 1 | 0 | 0 | Missing | 1.00 | 2.00 | 2.00 | 11.00 | Yes | Yes | XNA | 0.68 | 0.28 | 1581.00 | 2.00 | 0 |
| 121851 | 29250.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 107820.00 | 3165.30 | Relative | Service | Secondary | M | Female | CL | Home | 0.03 | 12889.00 | 2863.00 | 2661.00 | 2943.00 | 1 | 0 | 0 | Laborers | 2.00 | 2.00 | 4.00 | 16.00 | Yes | No | Business Entity Type 2 | 0.17 | 0.18 | 0.00 | 1.00 | 1 |
| 121852 | 15750.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.00 | 104256.00 | 3388.05 | Alone | Commercial | Graduation | M | Female | CL | Home | 0.02 | 8648.00 | 636.00 | 902.00 | 1209.00 | 1 | 0 | 0 | Sales | 2.00 | 2.00 | 4.00 | 12.00 | Yes | Yes | Self-employed | 0.37 | 0.41 | 4.00 | 0.00 | 0 |
| 121853 | 8100.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 55107.90 | 2989.35 | Alone | Govt Job | Secondary | M | Male | CL | Home | 0.01 | 9152.00 | 1623.00 | 3980.00 | 353.00 | 1 | 0 | 0 | High skill tech | 3.00 | 2.00 | 5.00 | 11.00 | No | No | Trade: type 6 | 0.05 | 0.55 | 0.00 | 1.00 | 0 |
| 121854 | 33750.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 45000.00 | 2719.35 | Alone | Service | Graduation | M | Female | CL | Home | 0.03 | 10290.00 | 847.00 | 895.00 | 2902.00 | 1 | 0 | 0 | Sales | 2.00 | 2.00 | 1.00 | 12.00 | Yes | Yes | Business Entity Type 3 | 0.10 | 0.08 | 0.00 | 2.00 | 0 |
| 121855 | 9000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 62428.95 | 4201.65 | Alone | Commercial | Secondary | S | Male | CL | Home | 0.02 | 14772.00 | 498.00 | 8679.00 | 5025.00 | 1 | 0 | 0 | Managers | 2.00 | 2.00 | 4.00 | 6.00 | Yes | Yes | Business Entity Type 3 | 0.56 | 0.30 | 805.00 | 0.00 | 0 |
Duplicate rows
Most frequently occurring
| Client_Income | Car_Owned | Bike_Owned | Active_Loan | House_Own | Child_Count | Credit_Amount | Loan_Annuity | Accompany_Client | Client_Income_Type | Client_Education | Client_Marital_Status | Client_Gender | Loan_Contract_Type | Client_Housing_Type | Population_Region_Relative | Age_Days | Employed_Days | Registration_Days | ID_Days | Mobile_Tag | Homephone_Tag | Workphone_Working | Client_Occupation | Client_Family_Members | Cleint_City_Rating | Application_Process_Day | Application_Process_Hour | Client_Permanent_Match_Tag | Client_Contact_Work_Tag | Type_Organization | Score_Source_2 | Score_Source_3 | Phone_Change | Credit_Bureau | Default | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2700.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 9594.00 | 1020.15 | Alone | Service | Secondary | M | Male | CL | Home | 0.03 | 19128.00 | 1323.00 | 4646.00 | 2670.00 | 1 | 0 | 0 | Security | 2.00 | 2.00 | 5.00 | 7.00 | Yes | No | Agriculture | 0.34 | 0.69 | 3.00 | 1.00 | 0 | 2 |
| 1 | 2700.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 22752.00 | 870.75 | Alone | Retired | Secondary | D | Male | CL | Home | 0.01 | 22313.00 | 12019.50 | 330.00 | 4801.00 | 1 | 0 | 0 | Missing | 1.00 | 2.00 | 2.00 | 10.00 | Yes | Yes | XNA | 0.23 | 0.61 | 2343.00 | 0.00 | 0 | 2 |
| 2 | 2700.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 76022.55 | 3233.70 | Alone | Retired | Secondary | M | Male | CL | Home | 0.02 | 20923.00 | 12019.50 | 2281.00 | 4289.00 | 1 | 0 | 0 | Missing | 2.00 | 2.00 | 1.00 | 11.00 | Yes | Yes | XNA | 0.68 | 0.64 | 621.00 | 2.00 | 0 | 2 |
| 3 | 3015.00 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00 | 28856.25 | 1669.50 | Alone | Retired | Junior secondary | M | Female | CL | Home | 0.03 | 23770.00 | 12019.50 | 1053.00 | 4945.00 | 1 | 0 | 0 | Missing | 2.00 | 2.00 | 4.00 | 7.00 | Yes | Yes | XNA | 0.16 | 0.75 | 210.00 | 2.00 | 0 | 2 |
| 4 | 3150.00 | 0.00 | 0.00 | 0.00 | 0.00 | 2.00 | 10188.00 | 676.35 | Alone | Commercial | Secondary | S | Male | CL | Municipal | 0.02 | 11240.00 | 776.00 | 10403.00 | 3470.00 | 1 | 0 | 0 | Low-skill Laborers | 3.00 | 2.00 | 2.00 | 9.00 | Yes | No | Business Entity Type 2 | 0.18 | 0.55 | 448.00 | 1.00 | 0 | 2 |
| 5 | 3150.00 | 0.00 | 0.00 | 1.00 | 0.00 | 2.00 | 33750.00 | 2666.25 | Alone | Commercial | Secondary | M | Male | CL | Home | 0.03 | 14280.00 | 179.00 | 7385.00 | 3102.00 | 1 | 0 | 0 | Cleaning | 4.00 | 2.00 | 4.00 | 12.00 | Yes | Yes | School | 0.78 | 0.55 | 1810.00 | 1.00 | 0 | 2 |
| 6 | 3150.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 15638.40 | 1615.50 | Partner | Retired | Secondary | M | Male | CL | Home | 0.01 | 23766.00 | 12019.50 | 4919.00 | 4931.00 | 1 | 0 | 1 | Missing | 2.00 | 2.00 | 1.00 | 12.00 | Yes | Yes | XNA | 0.62 | 0.68 | 0.00 | 1.00 | 0 | 2 |
| 7 | 3150.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 18000.00 | 900.00 | Relative | Service | Secondary | M | Male | RL | Home | 0.03 | 17648.00 | 489.00 | 4332.00 | 1196.00 | 1 | 0 | 0 | Core | 2.00 | 2.00 | 1.00 | 11.00 | No | Yes | Government | 0.79 | 0.55 | 1495.00 | 0.00 | 0 | 2 |
| 8 | 3240.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 11376.00 | 648.00 | Kids | Service | Secondary | M | Male | CL | Home | 0.02 | 18392.00 | 1581.00 | 6643.00 | 1945.00 | 1 | 0 | 0 | Missing | 2.00 | 2.00 | 3.00 | 12.00 | Yes | Yes | Business Entity Type 3 | 0.67 | 0.79 | 1047.00 | 1.00 | 0 | 2 |
| 9 | 3375.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 107820.00 | 3165.30 | Alone | Retired | Secondary | M | Male | CL | Home | 0.05 | 21157.00 | 12019.50 | 6859.00 | 4247.00 | 1 | 0 | 0 | Missing | 2.00 | 2.00 | 2.00 | 17.00 | Yes | Yes | XNA | 0.51 | 0.50 | 785.00 | 2.00 | 0 | 2 |